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Content Provider | IEEE Xplore Digital Library |
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Author | Gomez, V. Chertkov, M. Backhaus, S. Kappen, H.J. |
Copyright Year | 2012 |
Description | Author affiliation: Theory Division & Center for Nonlinear Studies at LANL, Los Alamos, NM 87545, USA (Chertkov, M.) || MPA Division at LANL, Los Alamos, NM 87545, USA (Backhaus, S.) || Radboud University Nijmegen, The Netherlands (Gomez, V.; Kappen, H.J.) |
Abstract | Demand Response is an emerging technology which will transform the power grid of tomorrow. It is revolutionary, not only because it will enable peak load shaving and will add resources to manage large distribution systems, but mainly because it will tap into an almost unexplored and extremely powerful pool of resources comprised of many small individual consumers on distribution grids. However, to utilize these resources effectively, the methods used to engage these resources must yield accurate and reliable control. A diversity of methods have been proposed to engage these new resources. As opposed to direct load control, many methods rely on consumers and/or loads responding to exogenous signals, typically in the form of energy pricing, originating from the utility or system operator. Here, we propose an open loop communication-lite method for estimating the price elasticity of many customers comprising a distribution system. We utilize a sparse linear regression method that relies on operator-controlled, inhomogeneous minor price variations, which will be fair to all the consumers. Our numerical experiments show that reliable estimation of individual and thus aggregated instantaneous elasticities is possible. We describe the limits of the reliable reconstruction as functions of the three key parameters of the system: (i) ratio of the number of communication slots (time units) per number of engaged consumers; (ii) level of sparsity (in consumer response); and (iii) signal-to-noise ratio. |
Starting Page | 647 |
Ending Page | 652 |
File Size | 352072 |
Page Count | 6 |
File Format | |
ISBN | 9781467309103 |
e-ISBN | 9781467309097 |
DOI | 10.1109/SmartGridComm.2012.6486059 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2012-11-05 |
Publisher Place | Taiwan |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Measurement uncertainty Area measurement Pricing Elasticity Vectors Reliability Signal to noise ratio |
Content Type | Text |
Resource Type | Article |
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